StackGen has partnered with Google Cloud Platform (GCP) to bring its platform to the Google Cloud Marketplace.
Iterative announced a new open source compute orchestration tool using Terraform, a solution by HashiCorp, Inc.
Terraform Provider Iterative (TPI) is the first product on HashiCorp’s Terraform technology stack to simplify ML training on any cloud while helping infrastructure and ML teams to save significant time and money in maintaining and configuring their training resources.
Built on Terraform by HashiCorp, an open-source infrastructure as code software tool that provides a consistent CLI workflow to manage hundreds of cloud services, TPI allows data scientists to deploy workloads without having to figure out the infrastructure.
Data scientists oftentimes need a lot of computational resources when training ML models. This may include expensive GPU instances that need to be provisioned for training an experiment and then de-provisioned to save on costs. Terraform helps teams to specify and manage compute resources.
TPI complements Terraform with additional functionality, customized for machine learning use cases:
- Just-in-time compute management – TPI automatically provisions and de-provisions compute resources once an experiment is finished running, helping to reduce costs by up to 90%.
- Automated spot instance recovery – ML teams can use spot instances to train experiments without worrying about losing all their progress if a spot instance terminates. TPI automatically migrates training jobs to a new spot instance when the existing instance terminates so that the workload can pick up where it left off.
- Consistent tooling for both data scientists and DevOps engineers – TPI delivers a tool that lets both data science and software development teams collaborate using the same language and tool. This simplifies compute management and allows for ML models to be delivered into production faster.
With TPI, data scientists only need to configure the resources they need once and are able to deploy anywhere and everywhere in minutes. Once it is configured as part of an ML model experiment pipeline, users can deploy on AWS, GCP, Azure, on-prem, or with Kubernetes.
"We chose Terraform as the de facto standard for defining the infrastructure-as-code approach,” said Dmitry Petrov, Co-founder and CEO of Iterative. “TPI extends Terraform to fit with machine learning workloads and use cases. It can handle spot instance recovery and lets ML jobs continue running on another instance when one is terminated."
Industry News
Tricentis announced its spring release of new cloud capabilities for the company’s AI-powered, model-based test automation solution, Tricentis Tosca.
Lucid Software has acquired airfocus, an AI-powered product management and roadmapping platform designed to help teams prioritize and build the right products faster.
AutonomyAI announced its launch from stealth with $4 million in pre-seed funding.
Kong announced the launch of the latest version of Kong AI Gateway, which introduces new features to provide the AI security and governance guardrails needed to make GenAI and Agentic AI production-ready.
Traefik Labs announced significant enhancements to its AI Gateway platform along with new developer tools designed to streamline enterprise AI adoption and API development.
Zencoder released its next-generation AI coding and unit testing agents, designed to accelerate software development for professional engineers.
Windsurf (formerly Codeium) and Netlify announced a new technology partnership that brings seamless, one-click deployment directly into the developer's integrated development environment (IDE.)
The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud native software, is making significant updates to its certification offerings.
The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud native software, announced the Golden Kubestronaut program, a distinguished recognition for professionals who have demonstrated the highest level of expertise in Kubernetes, cloud native technologies, and Linux administration.
Red Hat announced new capabilities and enhancements for Red Hat Developer Hub, Red Hat’s enterprise-grade internal developer portal based on the Backstage project.
Platform9 announced that Private Cloud Director Community Edition is generally available.
Sonatype expanded support for software development in Rust via the Cargo registry to the entire Sonatype product suite.
CloudBolt Software announced its acquisition of StormForge, a provider of machine learning-powered Kubernetes resource optimization.